Patients receive oral lapatinib on days 1, 2, 8, 9, 15, and 16 and paclitaxel (albumin-stabilized nanoparticle formulation) (ABI-007; Abraxane™) IV over 30 minutes on days 3, 10, and 17. Treatment repeats every 4 weeks in the absence of disease progression or unacceptable toxicity.